Building machine learning an application from scratch is hard; you need to have the ability to work with your own data and train your algorithm with it, build a layer to serve the prediction results, manage the different algorithms you are running, their evaluations, deploy your application in production, manage the dependencies with your other tools, etc.
Prediction.io is an open source Machine Learning server that addresses these concerns. It aims to be the "LAMP stack" for data analytics.
Read full article from Introduction to Prediction.IO, an open-source Machine Learning framework ~ Big data - tidbits of knowledge
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